Objective To construct machine learning models based on preoperative inflammatory and radiological features for the prediction of glioma grading and isocitrate dehydrogenase (IDH) mutation status, and to analyze application values of these models and identify the optimal predictive models. Methods A retrospective analysis was conducted on the data of pathologically confirmed glioma patients admitted to Tongji Hospital Affiliated to Tongji University from March 2019 to March 2023. LASSO regression was used to screen feature variables, and predictive models were constructed based on logistic regression (LR), random forest (RF), support vector machine (SVM), gradient boosting decision tree (XGBoost) and K-nearest neighbor (KNN) algorithms. The model performance was comprehensively evaluated using metrics including discrimination ability, area under the precision-recall curve (AUC), accuracy, F1 score and Brier score. The DeLong test was adopted to compare the AUC values among different models; Friedman rank-sum test was used to determine the overall performance differences of the models, with the Nemenyi test applied for multiple comparison correction. Results In the task of glioma grading prediction, the LR model achieved the highest comprehensive score (0.726), and no significant difference was observed between the LR model and the other four models; age was positively correlated with glioma grading (P=0.003). In the task of IDH mutation status prediction, the XGBoost model obtained the highest comprehensive score (0.832), which was superior to the LR (0.762, P=0.035) and KNN models (0.754, P=0.025), while no statistical differences were found between the XGBoost model and the RF or SVM models. Conclusions The LR model for glioma grading prediction and XGBoost model for IDH mutation prediction constructed based on a task-oriented strategy achieve a favorable interpretability while ensuring optimized performance, thereby providing reliable decision support for the individualized diagnosis and treatment of glioma.

Objective:To investigate the predictive value of tumor morphology in hepatoce-llular carcinoma (HCC) immunotherapy.Methods:The propensity score matching and retrospective cohort study was conducted. The clinical data of 227 HCC patients who underwent immunotherapy in The First Affiliated Hospital of University of Science and Technology of China from January 2021 to December 2023 were collected. There were 203 males and 24 females, aged (57±11)years. Of the 227 patients, 93 patients with regular tumor morphology of HCC evaluated by computed tomography (CT) or magnetic resonance imaging (MRI) were divided into the regular morphology group, and 134 patients with irregular tumor morphology of HCC evaluated by CT or MRI were divided into the irregular morphology group. Observation indicators: (1) propensity score matching and comparison of general data of patients between the two groups after matching; (2) analysis of factors affecting prognosis of patients; (3) prognosis of patients after propensity score matching. Comparison of measurement data with normal distribution between groups was conducted using the independent sample t test. Comparison of count data between groups was conducted using the chi-square test. Comparison of ordinal data was conducted using the Mann-Whitney U test. The Kaplan-Meier method was used to calculate survival rate and draw survival curve. The Log-rank test was used for survival analysis. The Cox proportional hazards regression model was used for univariate and multivariate analyses. Propensity score matching was done by the 1∶1 nearest neighbor matching method, with a caliper value of 0.02. Results:(1) Propensity score matching and comparison of general data of patients between the two groups after matching. Of 227 HCC patients undergoing immunotherapy, 164 cases were successfully matched, including 82 cases in the regular morphology group and 82 cases in the irregular morphology group. After propensity score matching, the elimination of patients who underwent radical surgical resection in the past, tumor number and alpha fetoprotein confounding bias ensured comparability between the two groups. (2) Analysis of factors affecting prognosis of patients. Results of multivariate analysis showed that body mass index ≥25 kg/m 2 and irregular tumor morphology were independent risk factors affecting overall survival time of patients ( hazard ratio=0.891, 1.870, 95% confidence interval as 0.825-0.963, 1.151-3.038, P<0.05). (3) Prognosis of patients after propensity score matching. After propensity score matching, the median progression-free survival time was 11.9(95% confidence interval as 9.2-16.1)months for patients in the regular tumor morphology group and 6.4(95% confidence interval as 4.4-8.1)months for patients in the irregular tumor morphology group, the 1-year progress-free survival rate was 48.48% for patients in the regular tumor morphology group and 22.25% for patients in the irregular tumor morphology group. There was a significant difference in progress-free survival between patients in the regular tumor morphology group and the irregular tumor morphology group ( χ2=16.000, P<0.05). The median overall survival time was 27.2(95% confidence interval as 23.7-not reached)months for patients in the regular tumor morphology group and 18.1 (95% confidence interval as 15.8-20.8)months for patients in the regular tumor morphology group, the 1-year overall survival rate was 83.27% for patients in the regular tumor morphology group and 66.98% for patients in the irregular tumor morphology group. There was a significant difference in overall survival between patients in the regular tumor morphology group and the irregular tumor morphology group ( χ2=13.400, P<0.05). Conclusions:Tumor morphology has a predictive value for the efficacy of immunotherapy for HCC. Compared with HCC patients of regular tumor morphology, immunotherapy is less effective in patients with irregular tumor morphology.

Objective To explore the time-varying characteristics and correlation degree of autonomous rehabili-tation behavior and related symptoms of middle-aged stroke patients,and to provide a basis for clinical transitional nursing and precise rehabilitation.Methods Ecological momentary assessment was used to select 57 middle-aged stroke patients who underwent rehabilitation treatment in the Rehabilitation Medicine Department of a tertiary com-prehensive hospital in Wuhan from March 15 to August 30,2024,using convenience sampling method.Their au-tonomous rehabilitation behavior and related symptoms(fatigue,pain,emotion,sensation)were continuously monitored for 2 weeks.A hierarchical linear model was used to analyze the correlation between behavior and symptoms.Results The autonomous rehabilitation behavior of middle-aged stroke patients showed a fluctuating increasing trend,and the symptom score showed a slow decreasing trend.The hierarchical linear model showed that compared with female patients,male patients have longer duration of autonomous rehabilitation behavior(P＜0.05).The number and duration of autonomous rehabilitation behaviors in patients without fatigue were higher(P＜0.05).The number of autonomous rehabilitation behaviors in patients without pain was higher than that in patients with pain(P＜0.05).The number of autonomous rehabilitation behavior items among patients who perceived more pleasure in rehabilitation was higher than that among patients with greater difficulty in rehabilitation challenges(P＜0.05).Patients with high rehabilitation confidence have higher numbers and duration of autonomous rehabilitation behaviors compared to pa-tients with low rehabilitation confidence(P＜0.05).Conclusion There are significant individual differences and dy-namic changes in the autonomous rehabilitation behavior and related symptoms of middle-aged stroke patients.Nurs-ing staff should accurately implement personalized rehabilitation services during the transition period,enhance pa-tients'autonomy and self-management ability in home-based rehabilitation,in order to improve the overall rehabilita-tion effect.

Objective:To evaluate the effect of cathepsin B(CTSB)/NOD-like receptor pyrin domain containing 3(NLRP3)pathway on the polarization of macrophages induced by LPS.Methods:The well-growing RAW264.7 mouse mononuclear macrophage lines were cultured in vitro and divided into 3 groups(n=6)according to the random number table method:control group(C group),LPS group(L group)and LPS+CA074-me(CTSB inhibitors)group(B group).C group was cultured normally for 24 h,L group was cultured with LPS concentration of 1 μg/ml medium for 24 h.B group was pretreated with CTSB inhibitor CA074-me 30 μmol/L for 1 h before LPS induction,and co-cultured with LPS concentration of 1 μg/ml medium for 24 h.After 24 hours,the morphological changes of the cells were observed by microscope,the concentrations of IL-1β and IL-18 in the supernatant were determined by ELISA.The ex-pressions of cathepsin B precursor(pro-CTSB),mature cathepsin B(mature-CTSB),NLRP3,apoptosis-related speck protein(ASC)and apoptosis-related speck protein-1(caspase-1)were detected by Western blot.The mRNA expression levels of CD32,inducible ni-tric oxide synthase(iNOS),arginase 1(Arg-1)and CD206 were detected by qRT-PCR.The positive expression rates of M1 macro-phage surface marker CD86 and M2 macrophage surface marker CD206 were detected by flow cytometry.Results:Compared with group C,the morphology of cells in groups L and B became larger and pseudopodia appeared.The concentrations of IL-1β and IL-18 in cell supernatant were increased,the expressions of pro-CTSB,mature-CTSB,NLRP3,ASC and caspase-1 were increased,and the expressions of CD32,iNOS mRNA were up-regulated and the positive rates of CD86 and CD206 were increased(P<0.01).Arg-1 and CD206 mRNA in group B were up-regulated(P<0.01).Compared with group L,the pseudopodia of group B were reduced,and the morphology was closer to group C.The concentration of IL-1β and IL-18 in the supernatant,the expression of mature-CTSB,NLRP3,ASC and caspase-1,CD32 and iNOS mRNA and the positive rate of CD86 were down-regulated in group B.The expression of pro-CTSB,Arg-1 and CD206 mRNA and the positive rate of CD206 were increased(P<0.01).Conclusion:Inhibition of CTSB/NLRP3 pathway can reduce the inflammatory response,reduce the LPS-induced polarization of RAW264.7 cells to M1 macrophages,and pro-mote their polarization to M2 macrophages.

The paper discusses the scientific connotation of"heart and brain co-dominating the mind",including the connotation of"heart and brain co-dominating the mind"in traditional Chinese medicine and the physiological and pathological relationship be-tween heart and brain in modern medicine.Based on the understanding of"heart and brain co-dominating the mind",this paper be-lieves that"restlessness of mind"is the core pathogenesis of insomnia,and regulating mind is the key to the acupuncture and moxibus-tion treatment of insomnia.The autonomic nervous system(ANS)is a bridge connecting the heart and brain,and is closely related to the central anatomy,neurotransmitters and physiological rhythms of sleep.The imbalance of ANS is highly consistent with the patho-genesis of"heart and brain restlessness"in traditional Chinese medicine.The Governor Vessel runs through the brain and the heart,and the"Governor Vessel regulating spirit acupuncture"can communicate the heart and brain,regulate ANS function,and thus im-prove sleep quality.

Virtual avatar possesses unique advantages such as high degree of realism,immersion and visualization,and the research on applying it to the assessment and treatment of anorexia nervosa is increasing year by year.In terms of assessment,there are mainly avatar versions of the figure rating scales,yes-no tasks and its variations,method of adjustment,and the use of virtual cylinder technique.In terms of treatment,there are mainly intervention methods based on virtual avatar exposure therapy,body swapping illusions,perceptual/attention training and self-empowerment,as well as some new potential interventions.Overall,the current research around anorexia nervosa using virtual avatar techniques is still in its early stages and there is still a lot of room for further exploration.

Objective:To investigate the predictive value of tumor morphology in hepatoce-llular carcinoma (HCC) immunotherapy.Methods:The propensity score matching and retrospective cohort study was conducted. The clinical data of 227 HCC patients who underwent immunotherapy in The First Affiliated Hospital of University of Science and Technology of China from January 2021 to December 2023 were collected. There were 203 males and 24 females, aged (57±11)years. Of the 227 patients, 93 patients with regular tumor morphology of HCC evaluated by computed tomography (CT) or magnetic resonance imaging (MRI) were divided into the regular morphology group, and 134 patients with irregular tumor morphology of HCC evaluated by CT or MRI were divided into the irregular morphology group. Observation indicators: (1) propensity score matching and comparison of general data of patients between the two groups after matching; (2) analysis of factors affecting prognosis of patients; (3) prognosis of patients after propensity score matching. Comparison of measurement data with normal distribution between groups was conducted using the independent sample t test. Comparison of count data between groups was conducted using the chi-square test. Comparison of ordinal data was conducted using the Mann-Whitney U test. The Kaplan-Meier method was used to calculate survival rate and draw survival curve. The Log-rank test was used for survival analysis. The Cox proportional hazards regression model was used for univariate and multivariate analyses. Propensity score matching was done by the 1∶1 nearest neighbor matching method, with a caliper value of 0.02. Results:(1) Propensity score matching and comparison of general data of patients between the two groups after matching. Of 227 HCC patients undergoing immunotherapy, 164 cases were successfully matched, including 82 cases in the regular morphology group and 82 cases in the irregular morphology group. After propensity score matching, the elimination of patients who underwent radical surgical resection in the past, tumor number and alpha fetoprotein confounding bias ensured comparability between the two groups. (2) Analysis of factors affecting prognosis of patients. Results of multivariate analysis showed that body mass index ≥25 kg/m 2 and irregular tumor morphology were independent risk factors affecting overall survival time of patients ( hazard ratio=0.891, 1.870, 95% confidence interval as 0.825-0.963, 1.151-3.038, P<0.05). (3) Prognosis of patients after propensity score matching. After propensity score matching, the median progression-free survival time was 11.9(95% confidence interval as 9.2-16.1)months for patients in the regular tumor morphology group and 6.4(95% confidence interval as 4.4-8.1)months for patients in the irregular tumor morphology group, the 1-year progress-free survival rate was 48.48% for patients in the regular tumor morphology group and 22.25% for patients in the irregular tumor morphology group. There was a significant difference in progress-free survival between patients in the regular tumor morphology group and the irregular tumor morphology group ( χ2=16.000, P<0.05). The median overall survival time was 27.2(95% confidence interval as 23.7-not reached)months for patients in the regular tumor morphology group and 18.1 (95% confidence interval as 15.8-20.8)months for patients in the regular tumor morphology group, the 1-year overall survival rate was 83.27% for patients in the regular tumor morphology group and 66.98% for patients in the irregular tumor morphology group. There was a significant difference in overall survival between patients in the regular tumor morphology group and the irregular tumor morphology group ( χ2=13.400, P<0.05). Conclusions:Tumor morphology has a predictive value for the efficacy of immunotherapy for HCC. Compared with HCC patients of regular tumor morphology, immunotherapy is less effective in patients with irregular tumor morphology.

Objective To explore the associations of dietary patterns with bone mineral density(BMD)and osteoporosis(OP)in patients with knee osteoarthritis(KOA)in south China,identify the dietary patterns that could reduce the risk of OP,and provide a reference for prevention of OP.Methods Data from 600 KOA patients who were enrolled in the Pearl River Osteoarthritis Cohort(PROC)between April 2020 and April 2024 were extracted,including general characteristics,dietary questionnaire and BMD test.Factor analysis was employed to identify dietary patterns.Scores of dietary pattern were treated as continuous or categorical variables(quartile-based groups).Multivariable linear regression was used to assess associations between scores of dietary pattern and BMD,while the relationships with OP were analysed by binary logistic regression.Results The prevalence of OP in KOA patients was 19.8%.Factor analysis extracted eight dietary patterns:seafood-nuts,livestock-poultry meats,coarse grains-fruits,wheat-eggs,fish-dairy-vegetables,legumes-fruits,rice-wheat flour,and soy-dairy.After adjusting for confounders,it was found that the pattern of coarse grains-fruits was positively correlated with the BMD of left femoral neck and lumbar spine(P<0.01)and the fish-dairy-vegetables pattern was positively correlated with the BMD of lumbar spine(P<0.01).When pattern scores were discretized into quartiles,the legumes-fruits pattern(Q3 vs.Q1)was found in association with a 68.2%reduction in the risk of OP(P<0.05).Conclusion This study has identified that the pattern of legumes-fruits may lower a risk of OP,while the patterns of coarse grains-fruits and fish-dairy-vegetables correlate with higher BMD.The diet patterns are potentially beneficial to prevention of OP.For bone health,a balanced diet rich in legumes,fruits,vegetables,coarse grains,fish,nuts and dairy is recommended.

Objective To explore the associations of dietary patterns with bone mineral density(BMD)and osteoporosis(OP)in patients with knee osteoarthritis(KOA)in south China,identify the dietary patterns that could reduce the risk of OP,and provide a reference for prevention of OP.Methods Data from 600 KOA patients who were enrolled in the Pearl River Osteoarthritis Cohort(PROC)between April 2020 and April 2024 were extracted,including general characteristics,dietary questionnaire and BMD test.Factor analysis was employed to identify dietary patterns.Scores of dietary pattern were treated as continuous or categorical variables(quartile-based groups).Multivariable linear regression was used to assess associations between scores of dietary pattern and BMD,while the relationships with OP were analysed by binary logistic regression.Results The prevalence of OP in KOA patients was 19.8%.Factor analysis extracted eight dietary patterns:seafood-nuts,livestock-poultry meats,coarse grains-fruits,wheat-eggs,fish-dairy-vegetables,legumes-fruits,rice-wheat flour,and soy-dairy.After adjusting for confounders,it was found that the pattern of coarse grains-fruits was positively correlated with the BMD of left femoral neck and lumbar spine(P<0.01)and the fish-dairy-vegetables pattern was positively correlated with the BMD of lumbar spine(P<0.01).When pattern scores were discretized into quartiles,the legumes-fruits pattern(Q3 vs.Q1)was found in association with a 68.2%reduction in the risk of OP(P<0.05).Conclusion This study has identified that the pattern of legumes-fruits may lower a risk of OP,while the patterns of coarse grains-fruits and fish-dairy-vegetables correlate with higher BMD.The diet patterns are potentially beneficial to prevention of OP.For bone health,a balanced diet rich in legumes,fruits,vegetables,coarse grains,fish,nuts and dairy is recommended.

The paper discusses the scientific connotation of"heart and brain co-dominating the mind",including the connotation of"heart and brain co-dominating the mind"in traditional Chinese medicine and the physiological and pathological relationship be-tween heart and brain in modern medicine.Based on the understanding of"heart and brain co-dominating the mind",this paper be-lieves that"restlessness of mind"is the core pathogenesis of insomnia,and regulating mind is the key to the acupuncture and moxibus-tion treatment of insomnia.The autonomic nervous system(ANS)is a bridge connecting the heart and brain,and is closely related to the central anatomy,neurotransmitters and physiological rhythms of sleep.The imbalance of ANS is highly consistent with the patho-genesis of"heart and brain restlessness"in traditional Chinese medicine.The Governor Vessel runs through the brain and the heart,and the"Governor Vessel regulating spirit acupuncture"can communicate the heart and brain,regulate ANS function,and thus im-prove sleep quality.